Moving horizon estimation for hybrid systems

We propose a state-smoothing algorithm for hybrid systems based on moving-horizon estimation (MHE) by exploiting the equivalence between hybrid systems modeled in the mixed logic dynamical form and piecewise affine systems. We provide sufficient conditions on the time horizon and the penalties on th...

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Veröffentlicht in:IEEE transactions on automatic control 2002-10, Vol.47 (10), p.1663-1676
Hauptverfasser: Ferrari-Trecate, G., Mignone, D., Morari, M.
Format: Artikel
Sprache:eng
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Zusammenfassung:We propose a state-smoothing algorithm for hybrid systems based on moving-horizon estimation (MHE) by exploiting the equivalence between hybrid systems modeled in the mixed logic dynamical form and piecewise affine systems. We provide sufficient conditions on the time horizon and the penalties on the state at the beginning of the estimation horizon to guarantee asymptotic convergence of the MHE scheme. Moreover, we propose two practical algorithms for the computation of penalties that allow us to implement MHE by solving a mixed-integer quadratic program.
ISSN:0018-9286
1558-2523
DOI:10.1109/TAC.2002.802772